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Coursera

Natural Language Processing with Real-World Projects

Packt via Coursera Specialization

Overview

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This course will teach you how machines can be trained to understand and process human language using various NLP algorithms. You'll explore lexical processing, basic syntactic processing, and mechanisms like those used by Google Translator to grasp language context and translation. One hands-on project involves building a chatbot with Rasa, which handles text- and voice-based conversations, connects to messaging channels, and integrates APIs. You'll also learn to train your models on natural language understanding (NLU). Traditional hand-coded programs fail to handle changing inputs, so this course focuses on creating models that understand context and adapt. Even if you lack prior knowledge of machine learning and deep learning, the course covers all necessary prerequisites. By the end, you'll be proficient in building NLP models for text summarization, sentiment analysis, and entity recognition, all through real-world projects. This course is ideal for students entering data science, professionals familiar with deep learning, and developers interested in creating chatbots or working on Alexa and Google Home projects.

Syllabus

Course 1: Prerequisites and Advanced Machine Learning for NLP
- Offered by Packt. Embark on a comprehensive learning journey starting with fundamental Python programming, including installation, variable ... Enroll for free.

Course 2: Introduction to NLP and Syntactic Processing
- Offered by Packt. Begin your journey into Natural Language Processing (NLP) with an introduction to text data and encoding techniques, ... Enroll for free.

Course 3: Advanced Semantic Processing
- Offered by Packt. Start your journey into advanced semantic processing with an introduction to fundamental concepts such as entities, arity, ... Enroll for free.

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